RL Foundations

After this skill you can…

• Formalise a problem as an MDP
• Implement tabular Q-learning on CartPole
• Explain exploration vs exploitation tradeoff

Watch (10 videos)

Build a Doom AI Model with Python | Gaming Reinforcement Learning Full Course

Nicholas Renotte · beginner hands-on

→ Build a Reinforcement Learning model→ Train an AI agent to play Doom

Deep Reinforcement Learning for Atari Games Python Tutorial | AI Plays Space Invaders

Nicholas Renotte · beginner hands-on

→ Build AI models for game playing→ Train models with Reinforcement Learning

Training & Testing Deep reinforcement learning (DQN) Agent - Reinforcement Learning p.6

sentdex · beginner hands-on

→ Train a DQN agent→ Test a DQN agent→ Implement Q-learning in Python

How to Win Slot Machines - Intro to Deep Learning #13

Siraj Raval · beginner hands-on

→ Solve the multi-armed bandit problem→ Implement policy gradients

Proximal Policy Optimization Implementation: 9 Atari-specific Details (2/3)

Weights & Biases · beginner hands-on

→ Implement PPO for Atari games→ Apply PPO to robotics control

Landing a SpaceX Falcon Heavy Rocket

Siraj Raval · beginner hands-on

→ Train a reinforcement learning agent using TensorFlow and Gym→ Simulate rocket landing using machine learning

Real Life Reinforcement Learning: Building and Training a CartPole

Weights & Biases · beginner hands-on

→ Design a CartPole robot→ Train a reinforcement learning model

Reinforcement Learning Live Example With My Baby 👶👶👶

Krish Naik · beginner hands-on

→ Implement Reinforcement Learning algorithms→ Apply RL to real-world problems

Reinforcement Learning in 3 Hours | Full Course using Python

Nicholas Renotte · beginner hands-on

→ Build deep learning powered agents→ Solve RL problems using OpenAI Gym and Stable Baselines

A Guide to DeepMind's StarCraft AI Environment

Siraj Raval · beginner hands-on

→ Install StarCraft AI Environment→ Run a pre-trained Deep Q model

Read (10 articles)